pratikkalamkar/moviecert-teacher-mr
Text Classification • 0.1B • Updated • 20
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Citation |
If you use this dataset in academic research, please cite: |
Pratik N. Kalamkar, Prasadu Peddi, Yogesh K. Sharma, "Lightweight and Explainable Neural Models for Multilingual Movie Script Certification", International Journal of Information Technology and Computer Science (IJITCS), Vol.18, No.2, pp.146-160, 2026. DOI:10.5815/ijitcs.2026.02.09 |
@article{kalamkar2026moviecertification, |
author = {Pratik N. Kalamkar and Prasadu Peddi and Yogesh K. Sharma}, |
title = {Lightweight and Explainable Neural Models for Multilingual Movie Script Certification}, |
journal = {International Journal of Information Technology and Computer Science}, |
year = {2026}, |
volume = {18}, |
number = {2}, |
pages = {146--160}, |
doi = {10.5815/ijitcs.2026.02.09} |
} |
Dataset License and Attribution |
Copyright © 2026 Dr. Pratik N. Kalamkar |
The dataset organization, annotation, metadata curation, age-rating labels, validation procedures, file naming conventions, and associated documentation are the intellectual contribution of the dataset creator. |
Researchers are permitted to use the dataset for academic and non-commercial research purposes. |
Users are requested to provide appropriate academic citation to the associated publication when using this dataset in research outputs. |
The original movie scripts remain the property of their respective copyright holders. This dataset is distributed solely for research and educational purposes. |
Movie_Scripts_with_Age_Ratings_by_Pratik_Kalamkar-Mr |
Description |
Movie_Scripts_with_Age_Ratings_by_Pratik_Kalamkar-Mr is a curated collection of 100 Marathi-language full-length movie scripts annotated with official Central Board of Film Certification (CBFC) Age_Rating labels. |
The dataset was developed to support research in Marathi Natural Language Processing (NLP), Low-Resource Language Technologies, Automatic Movie Certification, Content Moderation, Explainable AI, and Long-Document Classification. |
Unlike many publicly available Marathi-language datasets that focus on news articles, social media posts, or short text collections, this dataset contains complete movie scripts. The scripts preserve dialogues, scene descriptions, cultural context, narrative structure, and thematic content that are important for age-ce... |
Data Collection |
Movie scripts were collected from multiple publicly available screenplay repositories, including filmcompanion, Scripts.com, and several additional online script archives and movie-script websites. Some scripts are also made with help of subtitles, by removing timestamps. Since no single source provided both script con... |
The objective was to create a research resource linking Marathi movie scripts with verified CBFC (India) Age_Rating labels. |
Age_Rating Annotation and Verification |
Reliable Age_Rating information was obtained through a semi-automated annotation and validation process. |
Movie titles and release years were extracted, normalized, and cross-validated using multiple movie metadata services, including: |
OMDb (Open Movie Database) |
TMDb (The Movie Database) |
Supplementary web-based verification sources |
Automated validation procedures were used to verify title-year consistency and certification information. Ambiguous cases, duplicate movie titles, conflicting metadata, and uncertain matches were manually reviewed and corrected. |
This process improved annotation reliability and reduced the risk of incorrect script-to-movie associations. |
Dataset Structure |
Each filename contains: |
Official CBFC Age_Rating |
Movie Title |
Release Year |
Filename format: |
Age_Rating_Movie_Title_Year.txt |
Examples: |
U_Sairat_2016.txt |
UA_Natsamrat_2016.txt |
UA_Timepass_2014.txt |
This structure allows researchers to directly derive Age_Rating labels from filenames without requiring separate annotation resources. |
Dataset Statistics |
Total Scripts: 100 |
Age_Rating Distribution: |
U: 50 |
UA: 50 |
Language: Marathi |
Document Type: Full-Length Movie Scripts |
Certification Framework: CBFC Age_Rating System |
Potential Research Applications |
This dataset can support research in: |
Marathi NLP |
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